Exploring Graphs with igraph

Benjamin Ortiz Ulloa

Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

What's a Graph?

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What's a Graph?

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What's a Graph?

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What's a Graph?

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What's a Graph?

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What's a Graph?

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Relationships can have direction

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Multiple relationships are possible

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Everything can have attributes

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Attributes can be visualized

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Edge attributes provide context

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Friend of my friend...

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or enemy of my enemy?

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What happens if relationships change?

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What happens if relationships change?

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What happens if relationships change?

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Node attributes can also be nodes

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Connections can be projected

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These projections enrich our data

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Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

Practical Application: Recommendations


35% of what consumers buy on Amazon and 75% of what users watch on Netflix come from product recommendations

Content Based Recommendations

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Content Based Recommendations

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Content Based Recommendations

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Content Based Recommendations

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Content Based Recommendations

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Collaborative Filtering

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Collaborative Filtering

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Collaborative Filtering

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Collaborative Filtering

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Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

What nodes are important?

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get_diameter() and shortest_paths()

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betweenness(g, directed = T)

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betweenness(g, directed = F)

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degree(g, mode = 'in')

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degree(g, mode = 'out')

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degree(g, mode = 'all')

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closeness(g, mode = 'in')

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closeness(g, mode = 'out')

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closeness(g, mode = 'all')

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hub_score()

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authority_score()

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page_rank(g, directed = T)

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page_rank(g, directed = F)

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Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

Practical Application: Keyphrases

When people think of graphs, they often think about mapping out social media connections. While graphs are indeed useful for mapping out social networks, they have many other practical applications. Data in the real world resemble vertices and edges more than they resemble rows and columns. This allows researchers to intuitively grasp the data modeled and stored within a graph. Graph exploration – also known as graph traversal – is traditionally done with a traversal language such as Gremlin or Cypher. The functionality of these traversal languages can be duplicated by combining the igraph and magrittr packages. Traversing a graph in R gives useRs access to a myriad of simple, but powerful algorithms to explore their data sets. This talk will show why data should be explored as a graph as well as show how a graph can be traversed in R. I will do this by going through a survey of different graph traversal techniques and by showing the code patterns necessary for each of those techniques.

TextRank Algorithm

  1. Create a text graph
  2. Keep only words that are nouns and adjectives
  3. Run the PageRank algorithm
  4. Keep only the top 1/3 PageRanked vertices
  5. The remaining connections represent phrases
    • Make sure the words actually appear in sequential order before committing to a phrase

Proximity as a connection

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D TextRank: Benjamin Ortiz Ulloa

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UD TextRank: Benjamin Ortiz Ulloa

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D TextRank: Miguel Gonzalez-Fierro

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UD TextRank: Miguel Gonzalez-Fierro

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D TextRank: Amy Stringer

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UD TextRank: Amy Stringer

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D TextRank: Snehalata Huzurbazar

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UD TextRank: Snehalata Huzurbazar

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Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

Creating graphs: Find data

name height mass hair_color skin_color eye_color birth_year gender homeworld species
Luke Skywalker 172 77.0 blond fair blue 19.0 male Tatooine Human
C-3PO 167 75.0 NA gold yellow 112.0 NA Tatooine Droid
R2-D2 96 32.0 NA white, blue red 33.0 NA Naboo Droid
Darth Vader 202 136.0 none white yellow 41.9 male Tatooine Human
Leia Organa 150 49.0 brown light brown 19.0 female Alderaan Human
Owen Lars 178 120.0 brown, grey light blue 52.0 male Tatooine Human
Beru Whitesun lars 165 75.0 brown light blue 47.0 female Tatooine Human
R5-D4 97 32.0 NA white, red red NA NA Tatooine Droid
Biggs Darklighter 183 84.0 black light brown 24.0 male Tatooine Human
Obi-Wan Kenobi 182 77.0 auburn, white fair blue-gray 57.0 male Stewjon Human
Anakin Skywalker 188 84.0 blond fair blue 41.9 male Tatooine Human
Wilhuff Tarkin 180 NA auburn, grey fair blue 64.0 male Eriadu Human
Chewbacca 228 112.0 brown unknown blue 200.0 male Kashyyyk Wookiee
Han Solo 180 80.0 brown fair brown 29.0 male Corellia Human
Greedo 173 74.0 NA green black 44.0 male Rodia Rodian
Jabba Desilijic Tiure 175 1358.0 NA green-tan, brown orange 600.0 hermaphrodite Nal Hutta Hutt
Wedge Antilles 170 77.0 brown fair hazel 21.0 male Corellia Human
Jek Tono Porkins 180 110.0 brown fair blue NA male Bestine IV Human
Yoda 66 17.0 white green brown 896.0 male NA Yoda's species
Palpatine 170 75.0 grey pale yellow 82.0 male Naboo Human
Boba Fett 183 78.2 black fair brown 31.5 male Kamino Human
IG-88 200 140.0 none metal red 15.0 none NA Droid
Bossk 190 113.0 none green red 53.0 male Trandosha Trandoshan
Lando Calrissian 177 79.0 black dark brown 31.0 male Socorro Human
Lobot 175 79.0 none light blue 37.0 male Bespin Human
Ackbar 180 83.0 none brown mottle orange 41.0 male Mon Cala Mon Calamari
Mon Mothma 150 NA auburn fair blue 48.0 female Chandrila Human
Arvel Crynyd NA NA brown fair brown NA male NA Human
Wicket Systri Warrick 88 20.0 brown brown brown 8.0 male Endor Ewok
Nien Nunb 160 68.0 none grey black NA male Sullust Sullustan
Qui-Gon Jinn 193 89.0 brown fair blue 92.0 male NA Human
Nute Gunray 191 90.0 none mottled green red NA male Cato Neimoidia Neimodian
Finis Valorum 170 NA blond fair blue 91.0 male Coruscant Human
Jar Jar Binks 196 66.0 none orange orange 52.0 male Naboo Gungan
Roos Tarpals 224 82.0 none grey orange NA male Naboo Gungan
Rugor Nass 206 NA none green orange NA male Naboo Gungan
Ric Olié 183 NA brown fair blue NA male Naboo NA
Watto 137 NA black blue, grey yellow NA male Toydaria Toydarian
Sebulba 112 40.0 none grey, red orange NA male Malastare Dug
Quarsh Panaka 183 NA black dark brown 62.0 male Naboo NA
Shmi Skywalker 163 NA black fair brown 72.0 female Tatooine Human
Darth Maul 175 80.0 none red yellow 54.0 male Dathomir Zabrak
Bib Fortuna 180 NA none pale pink NA male Ryloth Twi'lek
Ayla Secura 178 55.0 none blue hazel 48.0 female Ryloth Twi'lek
Dud Bolt 94 45.0 none blue, grey yellow NA male Vulpter Vulptereen
Gasgano 122 NA none white, blue black NA male Troiken Xexto
Ben Quadinaros 163 65.0 none grey, green, yellow orange NA male Tund Toong
Mace Windu 188 84.0 none dark brown 72.0 male Haruun Kal Human
Ki-Adi-Mundi 198 82.0 white pale yellow 92.0 male Cerea Cerean
Kit Fisto 196 87.0 none green black NA male Glee Anselm Nautolan
Eeth Koth 171 NA black brown brown NA male Iridonia Zabrak
Adi Gallia 184 50.0 none dark blue NA female Coruscant Tholothian
Saesee Tiin 188 NA none pale orange NA male Iktotch Iktotchi
Yarael Poof 264 NA none white yellow NA male Quermia Quermian
Plo Koon 188 80.0 none orange black 22.0 male Dorin Kel Dor
Mas Amedda 196 NA none blue blue NA male Champala Chagrian
Gregar Typho 185 85.0 black dark brown NA male Naboo Human
Cordé 157 NA brown light brown NA female Naboo Human
Cliegg Lars 183 NA brown fair blue 82.0 male Tatooine Human
Poggle the Lesser 183 80.0 none green yellow NA male Geonosis Geonosian
Luminara Unduli 170 56.2 black yellow blue 58.0 female Mirial Mirialan
Barriss Offee 166 50.0 black yellow blue 40.0 female Mirial Mirialan
Dormé 165 NA brown light brown NA female Naboo Human
Dooku 193 80.0 white fair brown 102.0 male Serenno Human
Bail Prestor Organa 191 NA black tan brown 67.0 male Alderaan Human
Jango Fett 183 79.0 black tan brown 66.0 male Concord Dawn Human
Zam Wesell 168 55.0 blonde fair, green, yellow yellow NA female Zolan Clawdite
Dexter Jettster 198 102.0 none brown yellow NA male Ojom Besalisk
Lama Su 229 88.0 none grey black NA male Kamino Kaminoan
Taun We 213 NA none grey black NA female Kamino Kaminoan
Jocasta Nu 167 NA white fair blue NA female Coruscant Human
Ratts Tyerell 79 15.0 none grey, blue unknown NA male Aleen Minor Aleena
R4-P17 96 NA none silver, red red, blue NA female NA NA
Wat Tambor 193 48.0 none green, grey unknown NA male Skako Skakoan
San Hill 191 NA none grey gold NA male Muunilinst Muun
Shaak Ti 178 57.0 none red, blue, white black NA female Shili Togruta
Grievous 216 159.0 none brown, white green, yellow NA male Kalee Kaleesh
Tarfful 234 136.0 brown brown blue NA male Kashyyyk Wookiee
Raymus Antilles 188 79.0 brown light brown NA male Alderaan Human
Sly Moore 178 48.0 none pale white NA female Umbara NA
Tion Medon 206 80.0 none grey black NA male Utapau Pau'an
Finn NA NA black dark dark NA male NA Human
Rey NA NA brown light hazel NA female NA Human
Poe Dameron NA NA brown light brown NA male NA Human
BB8 NA NA none none black NA none NA Droid
Captain Phasma NA NA unknown unknown unknown NA female NA NA
Padmé Amidala 165 45.0 brown light brown 46.0 female Naboo Human

Creating graphs: Edge List

from to type
Bossk 113 has mass
Quarsh Panaka Naboo has homeworld
Ackbar Mon Cala has homeworld
Padmé Amidala Naboo star skiff has starships
Nute Gunray Attack of the Clones has films
Yarael Poof Quermia has homeworld
Biggs Darklighter 183 has height
R4-P17 none has hair_color
Shaak Ti Shili has homeworld
IG-88 none has gender
Wedge Antilles Human has species
Mace Windu male has gender
Wicket Systri Warrick brown has skin_color
Poggle the Lesser Revenge of the Sith has films
Ric Olié fair has skin_color

Creating graphs: Optional Node List

name type
Darth Maul a character
31.5 not a character
29 not a character
896 not a character
Vulptereen not a character
41 not a character
Darth Vader a character
Arvel Crynyd a character
22 not a character
fair not a character
Naboo not a character
brown mottle not a character
188 not a character
Kaminoan not a character
173 not a character

Creating graphs: igraph

g <- graph_from_data_frame(d = starwarsEL, 
                           directed = T, 
                           vertices = starwarsNL)
g

IGRAPH 84e372f DN-B 357 899 -- 
+ attr: name (v/c), type (v/c), type (e/c)
+ edges from 84e372f (vertex names):
 [1] Luke Skywalker       ->172 C-3PO                ->167
 [3] R2-D2                ->96  Darth Vader          ->202
 [5] Leia Organa          ->150 Owen Lars            ->178
 [7] Beru Whitesun lars   ->165 R5-D4                ->97 
 [9] Biggs Darklighter    ->183 Obi-Wan Kenobi       ->182
[11] Anakin Skywalker     ->188 Wilhuff Tarkin       ->180
[13] Chewbacca            ->228 Han Solo             ->180
[15] Greedo               ->173 Jabba Desilijic Tiure->175
+ ... omitted several edges

Creating Data Frames from graphs

g %>% as_data_frame('edges')

                     from                          to           type
1          Luke Skywalker                         172     has height
2                   C-3PO                         167     has height
3                   R2-D2                          96     has height
4             Darth Vader                         202     has height
5             Leia Organa                         150     has height
6               Owen Lars                         178     has height
7      Beru Whitesun lars                         165     has height
8                   R5-D4                          97     has height
9       Biggs Darklighter                         183     has height
10         Obi-Wan Kenobi                         182     has height
11       Anakin Skywalker                         188     has height
12         Wilhuff Tarkin                         180     has height
13              Chewbacca                         228     has height
14               Han Solo                         180     has height
15                 Greedo                         173     has height
16  Jabba Desilijic Tiure                         175     has height
17         Wedge Antilles                         170     has height
18       Jek Tono Porkins                         180     has height
19                   Yoda                          66     has height
20              Palpatine                         170     has height
21              Boba Fett                         183     has height
22                  IG-88                         200     has height
23                  Bossk                         190     has height
24       Lando Calrissian                         177     has height
25                  Lobot                         175     has height
26                 Ackbar                         180     has height
27             Mon Mothma                         150     has height
28  Wicket Systri Warrick                          88     has height
29              Nien Nunb                         160     has height
30           Qui-Gon Jinn                         193     has height
31            Nute Gunray                         191     has height
32          Finis Valorum                         170     has height
33          Jar Jar Binks                         196     has height
34           Roos Tarpals                         224     has height
35             Rugor Nass                         206     has height
36               Ric Olié                         183     has height
37                  Watto                         137     has height
38                Sebulba                         112     has height
39          Quarsh Panaka                         183     has height
40         Shmi Skywalker                         163     has height
41             Darth Maul                         175     has height
42            Bib Fortuna                         180     has height
43            Ayla Secura                         178     has height
44               Dud Bolt                          94     has height
45                Gasgano                         122     has height
46         Ben Quadinaros                         163     has height
47             Mace Windu                         188     has height
48           Ki-Adi-Mundi                         198     has height
49              Kit Fisto                         196     has height
50              Eeth Koth                         171     has height
51             Adi Gallia                         184     has height
52            Saesee Tiin                         188     has height
53            Yarael Poof                         264     has height
54               Plo Koon                         188     has height
55             Mas Amedda                         196     has height
56           Gregar Typho                         185     has height
57                  Cordé                         157     has height
58            Cliegg Lars                         183     has height
59      Poggle the Lesser                         183     has height
60        Luminara Unduli                         170     has height
61          Barriss Offee                         166     has height
62                  Dormé                         165     has height
63                  Dooku                         193     has height
64    Bail Prestor Organa                         191     has height
65             Jango Fett                         183     has height
66             Zam Wesell                         168     has height
67        Dexter Jettster                         198     has height
68                Lama Su                         229     has height
69                Taun We                         213     has height
70             Jocasta Nu                         167     has height
71          Ratts Tyerell                          79     has height
72                 R4-P17                          96     has height
73             Wat Tambor                         193     has height
74               San Hill                         191     has height
75               Shaak Ti                         178     has height
76               Grievous                         216     has height
77                Tarfful                         234     has height
78        Raymus Antilles                         188     has height
79              Sly Moore                         178     has height
80             Tion Medon                         206     has height
81          Padmé Amidala                         165     has height
82         Luke Skywalker                          77       has mass
83                  C-3PO                          75       has mass
84                  R2-D2                          32       has mass
85            Darth Vader                         136       has mass
86            Leia Organa                          49       has mass
87              Owen Lars                         120       has mass
88     Beru Whitesun lars                          75       has mass
89                  R5-D4                          32       has mass
90      Biggs Darklighter                          84       has mass
91         Obi-Wan Kenobi                          77       has mass
92       Anakin Skywalker                          84       has mass
93              Chewbacca                         112       has mass
94               Han Solo                          80       has mass
95                 Greedo                          74       has mass
96  Jabba Desilijic Tiure                        1358       has mass
97         Wedge Antilles                          77       has mass
98       Jek Tono Porkins                         110       has mass
99                   Yoda                          17       has mass
100             Palpatine                          75       has mass
101             Boba Fett                        78.2       has mass
102                 IG-88                         140       has mass
103                 Bossk                         113       has mass
104      Lando Calrissian                          79       has mass
105                 Lobot                          79       has mass
106                Ackbar                          83       has mass
107 Wicket Systri Warrick                          20       has mass
108             Nien Nunb                          68       has mass
109          Qui-Gon Jinn                          89       has mass
110           Nute Gunray                          90       has mass
111         Jar Jar Binks                          66       has mass
112          Roos Tarpals                          82       has mass
113               Sebulba                          40       has mass
114            Darth Maul                          80       has mass
115           Ayla Secura                          55       has mass
116              Dud Bolt                          45       has mass
117        Ben Quadinaros                          65       has mass
118            Mace Windu                          84       has mass
119          Ki-Adi-Mundi                          82       has mass
120             Kit Fisto                          87       has mass
121            Adi Gallia                          50       has mass
122              Plo Koon                          80       has mass
123          Gregar Typho                          85       has mass
124     Poggle the Lesser                          80       has mass
125       Luminara Unduli                        56.2       has mass
126         Barriss Offee                          50       has mass
127                 Dooku                          80       has mass
128            Jango Fett                          79       has mass
129            Zam Wesell                          55       has mass
130       Dexter Jettster                         102       has mass
131               Lama Su                          88       has mass
132         Ratts Tyerell                          15       has mass
133            Wat Tambor                          48       has mass
134              Shaak Ti                          57       has mass
135              Grievous                         159       has mass
136               Tarfful                         136       has mass
137       Raymus Antilles                          79       has mass
138             Sly Moore                          48       has mass
139            Tion Medon                          80       has mass
140         Padmé Amidala                          45       has mass
141        Luke Skywalker                       blond has hair_color
142           Darth Vader                        none has hair_color
143           Leia Organa                       brown has hair_color
144             Owen Lars                 brown, grey has hair_color
145    Beru Whitesun lars                       brown has hair_color
146     Biggs Darklighter                       black has hair_color
147        Obi-Wan Kenobi               auburn, white has hair_color
148      Anakin Skywalker                       blond has hair_color
149        Wilhuff Tarkin                auburn, grey has hair_color
150             Chewbacca                       brown has hair_color
151              Han Solo                       brown has hair_color
152        Wedge Antilles                       brown has hair_color
153      Jek Tono Porkins                       brown has hair_color
154                  Yoda                       white has hair_color
155             Palpatine                        grey has hair_color
156             Boba Fett                       black has hair_color
157                 IG-88                        none has hair_color
158                 Bossk                        none has hair_color
159      Lando Calrissian                       black has hair_color
160                 Lobot                        none has hair_color
161                Ackbar                        none has hair_color
162            Mon Mothma                      auburn has hair_color
163          Arvel Crynyd                       brown has hair_color
164 Wicket Systri Warrick                       brown has hair_color
165             Nien Nunb                        none has hair_color
166          Qui-Gon Jinn                       brown has hair_color
167           Nute Gunray                        none has hair_color
168         Finis Valorum                       blond has hair_color
169         Jar Jar Binks                        none has hair_color
170          Roos Tarpals                        none has hair_color
171            Rugor Nass                        none has hair_color
172              Ric Olié                       brown has hair_color
173                 Watto                       black has hair_color
174               Sebulba                        none has hair_color
175         Quarsh Panaka                       black has hair_color
176        Shmi Skywalker                       black has hair_color
177            Darth Maul                        none has hair_color
178           Bib Fortuna                        none has hair_color
179           Ayla Secura                        none has hair_color
180              Dud Bolt                        none has hair_color
181               Gasgano                        none has hair_color
182        Ben Quadinaros                        none has hair_color
183            Mace Windu                        none has hair_color
184          Ki-Adi-Mundi                       white has hair_color
185             Kit Fisto                        none has hair_color
186             Eeth Koth                       black has hair_color
187            Adi Gallia                        none has hair_color
188           Saesee Tiin                        none has hair_color
189           Yarael Poof                        none has hair_color
190              Plo Koon                        none has hair_color
191            Mas Amedda                        none has hair_color
192          Gregar Typho                       black has hair_color
193                 Cordé                       brown has hair_color
194           Cliegg Lars                       brown has hair_color
195     Poggle the Lesser                        none has hair_color
196       Luminara Unduli                       black has hair_color
197         Barriss Offee                       black has hair_color
198                 Dormé                       brown has hair_color
199                 Dooku                       white has hair_color
200   Bail Prestor Organa                       black has hair_color
201            Jango Fett                       black has hair_color
202            Zam Wesell                      blonde has hair_color
203       Dexter Jettster                        none has hair_color
204               Lama Su                        none has hair_color
205               Taun We                        none has hair_color
206            Jocasta Nu                       white has hair_color
207         Ratts Tyerell                        none has hair_color
208                R4-P17                        none has hair_color
209            Wat Tambor                        none has hair_color
210              San Hill                        none has hair_color
211              Shaak Ti                        none has hair_color
212              Grievous                        none has hair_color
213               Tarfful                       brown has hair_color
214       Raymus Antilles                       brown has hair_color
215             Sly Moore                        none has hair_color
216            Tion Medon                        none has hair_color
217                  Finn                       black has hair_color
218                   Rey                       brown has hair_color
219           Poe Dameron                       brown has hair_color
220                   BB8                        none has hair_color
221        Captain Phasma                     unknown has hair_color
222         Padmé Amidala                       brown has hair_color
223        Luke Skywalker                        fair has skin_color
224                 C-3PO                        gold has skin_color
225                 R2-D2                 white, blue has skin_color
226           Darth Vader                       white has skin_color
227           Leia Organa                       light has skin_color
228             Owen Lars                       light has skin_color
229    Beru Whitesun lars                       light has skin_color
230                 R5-D4                  white, red has skin_color
231     Biggs Darklighter                       light has skin_color
232        Obi-Wan Kenobi                        fair has skin_color
233      Anakin Skywalker                        fair has skin_color
234        Wilhuff Tarkin                        fair has skin_color
235             Chewbacca                     unknown has skin_color
236              Han Solo                        fair has skin_color
237                Greedo                       green has skin_color
238 Jabba Desilijic Tiure            green-tan, brown has skin_color
239        Wedge Antilles                        fair has skin_color
240      Jek Tono Porkins                        fair has skin_color
241                  Yoda                       green has skin_color
242             Palpatine                        pale has skin_color
243             Boba Fett                        fair has skin_color
244                 IG-88                       metal has skin_color
245                 Bossk                       green has skin_color
246      Lando Calrissian                        dark has skin_color
247                 Lobot                       light has skin_color
248                Ackbar                brown mottle has skin_color
249            Mon Mothma                        fair has skin_color
250          Arvel Crynyd                        fair has skin_color
251 Wicket Systri Warrick                       brown has skin_color
252             Nien Nunb                        grey has skin_color
253          Qui-Gon Jinn                        fair has skin_color
254           Nute Gunray               mottled green has skin_color
255         Finis Valorum                        fair has skin_color
256         Jar Jar Binks                      orange has skin_color
257          Roos Tarpals                        grey has skin_color
258            Rugor Nass                       green has skin_color
259              Ric Olié                        fair has skin_color
260                 Watto                  blue, grey has skin_color
261               Sebulba                   grey, red has skin_color
262         Quarsh Panaka                        dark has skin_color
263        Shmi Skywalker                        fair has skin_color
264            Darth Maul                         red has skin_color
265           Bib Fortuna                        pale has skin_color
266           Ayla Secura                        blue has skin_color
267              Dud Bolt                  blue, grey has skin_color
268               Gasgano                 white, blue has skin_color
269        Ben Quadinaros         grey, green, yellow has skin_color
270            Mace Windu                        dark has skin_color
271          Ki-Adi-Mundi                        pale has skin_color
272             Kit Fisto                       green has skin_color
273             Eeth Koth                       brown has skin_color
274            Adi Gallia                        dark has skin_color
275           Saesee Tiin                        pale has skin_color
276           Yarael Poof                       white has skin_color
277              Plo Koon                      orange has skin_color
278            Mas Amedda                        blue has skin_color
279          Gregar Typho                        dark has skin_color
280                 Cordé                       light has skin_color
281           Cliegg Lars                        fair has skin_color
282     Poggle the Lesser                       green has skin_color
283       Luminara Unduli                      yellow has skin_color
284         Barriss Offee                      yellow has skin_color
285                 Dormé                       light has skin_color
286                 Dooku                        fair has skin_color
287   Bail Prestor Organa                         tan has skin_color
288            Jango Fett                         tan has skin_color
289            Zam Wesell         fair, green, yellow has skin_color
290       Dexter Jettster                       brown has skin_color
291               Lama Su                        grey has skin_color
292               Taun We                        grey has skin_color
293            Jocasta Nu                        fair has skin_color
294         Ratts Tyerell                  grey, blue has skin_color
295                R4-P17                 silver, red has skin_color
296            Wat Tambor                 green, grey has skin_color
297              San Hill                        grey has skin_color
298              Shaak Ti            red, blue, white has skin_color
299              Grievous                brown, white has skin_color
300               Tarfful                       brown has skin_color
301       Raymus Antilles                       light has skin_color
302             Sly Moore                        pale has skin_color
303            Tion Medon                        grey has skin_color
304                  Finn                        dark has skin_color
305                   Rey                       light has skin_color
306           Poe Dameron                       light has skin_color
307                   BB8                        none has skin_color
308        Captain Phasma                     unknown has skin_color
309         Padmé Amidala                       light has skin_color
310        Luke Skywalker                        blue  has eye_color
311                 C-3PO                      yellow  has eye_color
312                 R2-D2                         red  has eye_color
313           Darth Vader                      yellow  has eye_color
314           Leia Organa                       brown  has eye_color
315             Owen Lars                        blue  has eye_color
316    Beru Whitesun lars                        blue  has eye_color
317                 R5-D4                         red  has eye_color
318     Biggs Darklighter                       brown  has eye_color
319        Obi-Wan Kenobi                   blue-gray  has eye_color
320      Anakin Skywalker                        blue  has eye_color
321        Wilhuff Tarkin                        blue  has eye_color
322             Chewbacca                        blue  has eye_color
323              Han Solo                       brown  has eye_color
324                Greedo                       black  has eye_color
325 Jabba Desilijic Tiure                      orange  has eye_color
326        Wedge Antilles                       hazel  has eye_color
327      Jek Tono Porkins                        blue  has eye_color
328                  Yoda                       brown  has eye_color
329             Palpatine                      yellow  has eye_color
330             Boba Fett                       brown  has eye_color
331                 IG-88                         red  has eye_color
332                 Bossk                         red  has eye_color
333      Lando Calrissian                       brown  has eye_color
334                 Lobot                        blue  has eye_color
335                Ackbar                      orange  has eye_color
336            Mon Mothma                        blue  has eye_color
337          Arvel Crynyd                       brown  has eye_color
338 Wicket Systri Warrick                       brown  has eye_color
339             Nien Nunb                       black  has eye_color
340          Qui-Gon Jinn                        blue  has eye_color
341           Nute Gunray                         red  has eye_color
342         Finis Valorum                        blue  has eye_color
343         Jar Jar Binks                      orange  has eye_color
344          Roos Tarpals                      orange  has eye_color
345            Rugor Nass                      orange  has eye_color
346              Ric Olié                        blue  has eye_color
347                 Watto                      yellow  has eye_color
348               Sebulba                      orange  has eye_color
349         Quarsh Panaka                       brown  has eye_color
350        Shmi Skywalker                       brown  has eye_color
351            Darth Maul                      yellow  has eye_color
352           Bib Fortuna                        pink  has eye_color
353           Ayla Secura                       hazel  has eye_color
354              Dud Bolt                      yellow  has eye_color
355               Gasgano                       black  has eye_color
356        Ben Quadinaros                      orange  has eye_color
357            Mace Windu                       brown  has eye_color
358          Ki-Adi-Mundi                      yellow  has eye_color
359             Kit Fisto                       black  has eye_color
360             Eeth Koth                       brown  has eye_color
361            Adi Gallia                        blue  has eye_color
362           Saesee Tiin                      orange  has eye_color
363           Yarael Poof                      yellow  has eye_color
364              Plo Koon                       black  has eye_color
365            Mas Amedda                        blue  has eye_color
366          Gregar Typho                       brown  has eye_color
367                 Cordé                       brown  has eye_color
368           Cliegg Lars                        blue  has eye_color
369     Poggle the Lesser                      yellow  has eye_color
370       Luminara Unduli                        blue  has eye_color
371         Barriss Offee                        blue  has eye_color
372                 Dormé                       brown  has eye_color
373                 Dooku                       brown  has eye_color
374   Bail Prestor Organa                       brown  has eye_color
375            Jango Fett                       brown  has eye_color
376            Zam Wesell                      yellow  has eye_color
377       Dexter Jettster                      yellow  has eye_color
378               Lama Su                       black  has eye_color
379               Taun We                       black  has eye_color
380            Jocasta Nu                        blue  has eye_color
381         Ratts Tyerell                     unknown  has eye_color
382                R4-P17                   red, blue  has eye_color
383            Wat Tambor                     unknown  has eye_color
384              San Hill                        gold  has eye_color
385              Shaak Ti                       black  has eye_color
386              Grievous               green, yellow  has eye_color
387               Tarfful                        blue  has eye_color
388       Raymus Antilles                       brown  has eye_color
389             Sly Moore                       white  has eye_color
390            Tion Medon                       black  has eye_color
391                  Finn                        dark  has eye_color
392                   Rey                       hazel  has eye_color
393           Poe Dameron                       brown  has eye_color
394                   BB8                       black  has eye_color
395        Captain Phasma                     unknown  has eye_color
396         Padmé Amidala                       brown  has eye_color
397        Luke Skywalker                          19 has birth_year
398                 C-3PO                         112 has birth_year
399                 R2-D2                          33 has birth_year
400           Darth Vader                        41.9 has birth_year
401           Leia Organa                          19 has birth_year
402             Owen Lars                          52 has birth_year
403    Beru Whitesun lars                          47 has birth_year
404     Biggs Darklighter                          24 has birth_year
405        Obi-Wan Kenobi                          57 has birth_year
406      Anakin Skywalker                        41.9 has birth_year
407        Wilhuff Tarkin                          64 has birth_year
408             Chewbacca                         200 has birth_year
409              Han Solo                          29 has birth_year
410                Greedo                          44 has birth_year
411 Jabba Desilijic Tiure                         600 has birth_year
412        Wedge Antilles                          21 has birth_year
413                  Yoda                         896 has birth_year
414             Palpatine                          82 has birth_year
415             Boba Fett                        31.5 has birth_year
416                 IG-88                          15 has birth_year
417                 Bossk                          53 has birth_year
418      Lando Calrissian                          31 has birth_year
419                 Lobot                          37 has birth_year
420                Ackbar                          41 has birth_year
421            Mon Mothma                          48 has birth_year
422 Wicket Systri Warrick                           8 has birth_year
423          Qui-Gon Jinn                          92 has birth_year
424         Finis Valorum                          91 has birth_year
425         Jar Jar Binks                          52 has birth_year
426         Quarsh Panaka                          62 has birth_year
427        Shmi Skywalker                          72 has birth_year
428            Darth Maul                          54 has birth_year
429           Ayla Secura                          48 has birth_year
430            Mace Windu                          72 has birth_year
431          Ki-Adi-Mundi                          92 has birth_year
432              Plo Koon                          22 has birth_year
433           Cliegg Lars                          82 has birth_year
434       Luminara Unduli                          58 has birth_year
435         Barriss Offee                          40 has birth_year
436                 Dooku                         102 has birth_year
437   Bail Prestor Organa                          67 has birth_year
438            Jango Fett                          66 has birth_year
439         Padmé Amidala                          46 has birth_year
440        Luke Skywalker                        male     has gender
441           Darth Vader                        male     has gender
442           Leia Organa                      female     has gender
443             Owen Lars                        male     has gender
444    Beru Whitesun lars                      female     has gender
445     Biggs Darklighter                        male     has gender
446        Obi-Wan Kenobi                        male     has gender
447      Anakin Skywalker                        male     has gender
448        Wilhuff Tarkin                        male     has gender
449             Chewbacca                        male     has gender
450              Han Solo                        male     has gender
451                Greedo                        male     has gender
452 Jabba Desilijic Tiure               hermaphrodite     has gender
453        Wedge Antilles                        male     has gender
454      Jek Tono Porkins                        male     has gender
455                  Yoda                        male     has gender
456             Palpatine                        male     has gender
457             Boba Fett                        male     has gender
458                 IG-88                        none     has gender
459                 Bossk                        male     has gender
460      Lando Calrissian                        male     has gender
461                 Lobot                        male     has gender
462                Ackbar                        male     has gender
463            Mon Mothma                      female     has gender
464          Arvel Crynyd                        male     has gender
465 Wicket Systri Warrick                        male     has gender
466             Nien Nunb                        male     has gender
467          Qui-Gon Jinn                        male     has gender
468           Nute Gunray                        male     has gender
469         Finis Valorum                        male     has gender
470         Jar Jar Binks                        male     has gender
471          Roos Tarpals                        male     has gender
472            Rugor Nass                        male     has gender
473              Ric Olié                        male     has gender
474                 Watto                        male     has gender
475               Sebulba                        male     has gender
476         Quarsh Panaka                        male     has gender
477        Shmi Skywalker                      female     has gender
478            Darth Maul                        male     has gender
479           Bib Fortuna                        male     has gender
480           Ayla Secura                      female     has gender
481              Dud Bolt                        male     has gender
482               Gasgano                        male     has gender
483        Ben Quadinaros                        male     has gender
484            Mace Windu                        male     has gender
485          Ki-Adi-Mundi                        male     has gender
486             Kit Fisto                        male     has gender
487             Eeth Koth                        male     has gender
488            Adi Gallia                      female     has gender
489           Saesee Tiin                        male     has gender
490           Yarael Poof                        male     has gender
491              Plo Koon                        male     has gender
492            Mas Amedda                        male     has gender
493          Gregar Typho                        male     has gender
494                 Cordé                      female     has gender
495           Cliegg Lars                        male     has gender
496     Poggle the Lesser                        male     has gender
497       Luminara Unduli                      female     has gender
498         Barriss Offee                      female     has gender
499                 Dormé                      female     has gender
500                 Dooku                        male     has gender
501   Bail Prestor Organa                        male     has gender
502            Jango Fett                        male     has gender
503            Zam Wesell                      female     has gender
504       Dexter Jettster                        male     has gender
505               Lama Su                        male     has gender
506               Taun We                      female     has gender
507            Jocasta Nu                      female     has gender
508         Ratts Tyerell                        male     has gender
509                R4-P17                      female     has gender
510            Wat Tambor                        male     has gender
511              San Hill                        male     has gender
512              Shaak Ti                      female     has gender
513              Grievous                        male     has gender
514               Tarfful                        male     has gender
515       Raymus Antilles                        male     has gender
516             Sly Moore                      female     has gender
517            Tion Medon                        male     has gender
518                  Finn                        male     has gender
519                   Rey                      female     has gender
520           Poe Dameron                        male     has gender
521                   BB8                        none     has gender
522        Captain Phasma                      female     has gender
523         Padmé Amidala                      female     has gender
524        Luke Skywalker                    Tatooine  has homeworld
525                 C-3PO                    Tatooine  has homeworld
526                 R2-D2                       Naboo  has homeworld
527           Darth Vader                    Tatooine  has homeworld
528           Leia Organa                    Alderaan  has homeworld
529             Owen Lars                    Tatooine  has homeworld
530    Beru Whitesun lars                    Tatooine  has homeworld
531                 R5-D4                    Tatooine  has homeworld
532     Biggs Darklighter                    Tatooine  has homeworld
533        Obi-Wan Kenobi                     Stewjon  has homeworld
534      Anakin Skywalker                    Tatooine  has homeworld
535        Wilhuff Tarkin                      Eriadu  has homeworld
536             Chewbacca                    Kashyyyk  has homeworld
537              Han Solo                    Corellia  has homeworld
538                Greedo                       Rodia  has homeworld
539 Jabba Desilijic Tiure                   Nal Hutta  has homeworld
540        Wedge Antilles                    Corellia  has homeworld
541      Jek Tono Porkins                  Bestine IV  has homeworld
542             Palpatine                       Naboo  has homeworld
543             Boba Fett                      Kamino  has homeworld
544                 Bossk                   Trandosha  has homeworld
545      Lando Calrissian                     Socorro  has homeworld
546                 Lobot                      Bespin  has homeworld
547                Ackbar                    Mon Cala  has homeworld
548            Mon Mothma                   Chandrila  has homeworld
549 Wicket Systri Warrick                       Endor  has homeworld
550             Nien Nunb                     Sullust  has homeworld
551           Nute Gunray              Cato Neimoidia  has homeworld
552         Finis Valorum                   Coruscant  has homeworld
553         Jar Jar Binks                       Naboo  has homeworld
554          Roos Tarpals                       Naboo  has homeworld
555            Rugor Nass                       Naboo  has homeworld
556              Ric Olié                       Naboo  has homeworld
557                 Watto                    Toydaria  has homeworld
558               Sebulba                   Malastare  has homeworld
559         Quarsh Panaka                       Naboo  has homeworld
560        Shmi Skywalker                    Tatooine  has homeworld
561            Darth Maul                    Dathomir  has homeworld
562           Bib Fortuna                      Ryloth  has homeworld
563           Ayla Secura                      Ryloth  has homeworld
564              Dud Bolt                     Vulpter  has homeworld
565               Gasgano                     Troiken  has homeworld
566        Ben Quadinaros                        Tund  has homeworld
567            Mace Windu                  Haruun Kal  has homeworld
568          Ki-Adi-Mundi                       Cerea  has homeworld
569             Kit Fisto                 Glee Anselm  has homeworld
570             Eeth Koth                    Iridonia  has homeworld
571            Adi Gallia                   Coruscant  has homeworld
572           Saesee Tiin                     Iktotch  has homeworld
573           Yarael Poof                     Quermia  has homeworld
574              Plo Koon                       Dorin  has homeworld
575            Mas Amedda                    Champala  has homeworld
576          Gregar Typho                       Naboo  has homeworld
577                 Cordé                       Naboo  has homeworld
578           Cliegg Lars                    Tatooine  has homeworld
579     Poggle the Lesser                    Geonosis  has homeworld
580       Luminara Unduli                      Mirial  has homeworld
581         Barriss Offee                      Mirial  has homeworld
582                 Dormé                       Naboo  has homeworld
583                 Dooku                     Serenno  has homeworld
584   Bail Prestor Organa                    Alderaan  has homeworld
585            Jango Fett                Concord Dawn  has homeworld
586            Zam Wesell                       Zolan  has homeworld
587       Dexter Jettster                        Ojom  has homeworld
588               Lama Su                      Kamino  has homeworld
589               Taun We                      Kamino  has homeworld
590            Jocasta Nu                   Coruscant  has homeworld
591         Ratts Tyerell                 Aleen Minor  has homeworld
592            Wat Tambor                       Skako  has homeworld
593              San Hill                  Muunilinst  has homeworld
594              Shaak Ti                       Shili  has homeworld
595              Grievous                       Kalee  has homeworld
596               Tarfful                    Kashyyyk  has homeworld
597       Raymus Antilles                    Alderaan  has homeworld
598             Sly Moore                      Umbara  has homeworld
599            Tion Medon                      Utapau  has homeworld
600         Padmé Amidala                       Naboo  has homeworld
601        Luke Skywalker                       Human    has species
602                 C-3PO                       Droid    has species
603                 R2-D2                       Droid    has species
604           Darth Vader                       Human    has species
605           Leia Organa                       Human    has species
606             Owen Lars                       Human    has species
607    Beru Whitesun lars                       Human    has species
608                 R5-D4                       Droid    has species
609     Biggs Darklighter                       Human    has species
610        Obi-Wan Kenobi                       Human    has species
611      Anakin Skywalker                       Human    has species
612        Wilhuff Tarkin                       Human    has species
613             Chewbacca                     Wookiee    has species
614              Han Solo                       Human    has species
615                Greedo                      Rodian    has species
616 Jabba Desilijic Tiure                        Hutt    has species
617        Wedge Antilles                       Human    has species
618      Jek Tono Porkins                       Human    has species
619                  Yoda              Yoda's species    has species
620             Palpatine                       Human    has species
621             Boba Fett                       Human    has species
622                 IG-88                       Droid    has species
623                 Bossk                  Trandoshan    has species
624      Lando Calrissian                       Human    has species
625                 Lobot                       Human    has species
626                Ackbar                Mon Calamari    has species
627            Mon Mothma                       Human    has species
628          Arvel Crynyd                       Human    has species
629 Wicket Systri Warrick                        Ewok    has species
630             Nien Nunb                   Sullustan    has species
631          Qui-Gon Jinn                       Human    has species
632           Nute Gunray                   Neimodian    has species
633         Finis Valorum                       Human    has species
634         Jar Jar Binks                      Gungan    has species
635          Roos Tarpals                      Gungan    has species
636            Rugor Nass                      Gungan    has species
637                 Watto                   Toydarian    has species
638               Sebulba                         Dug    has species
639        Shmi Skywalker                       Human    has species
640            Darth Maul                      Zabrak    has species
641           Bib Fortuna                     Twi'lek    has species
642           Ayla Secura                     Twi'lek    has species
643              Dud Bolt                  Vulptereen    has species
644               Gasgano                       Xexto    has species
645        Ben Quadinaros                       Toong    has species
646            Mace Windu                       Human    has species
647          Ki-Adi-Mundi                      Cerean    has species
648             Kit Fisto                    Nautolan    has species
649             Eeth Koth                      Zabrak    has species
650            Adi Gallia                  Tholothian    has species
651           Saesee Tiin                    Iktotchi    has species
652           Yarael Poof                    Quermian    has species
653              Plo Koon                     Kel Dor    has species
654            Mas Amedda                    Chagrian    has species
655          Gregar Typho                       Human    has species
656                 Cordé                       Human    has species
657           Cliegg Lars                       Human    has species
658     Poggle the Lesser                   Geonosian    has species
659       Luminara Unduli                    Mirialan    has species
660         Barriss Offee                    Mirialan    has species
661                 Dormé                       Human    has species
662                 Dooku                       Human    has species
663   Bail Prestor Organa                       Human    has species
664            Jango Fett                       Human    has species
665            Zam Wesell                    Clawdite    has species
666       Dexter Jettster                    Besalisk    has species
667               Lama Su                    Kaminoan    has species
668               Taun We                    Kaminoan    has species
669            Jocasta Nu                       Human    has species
670         Ratts Tyerell                      Aleena    has species
671            Wat Tambor                     Skakoan    has species
672              San Hill                        Muun    has species
673              Shaak Ti                     Togruta    has species
674              Grievous                     Kaleesh    has species
675               Tarfful                     Wookiee    has species
676       Raymus Antilles                       Human    has species
677            Tion Medon                      Pau'an    has species
678                  Finn                       Human    has species
679                   Rey                       Human    has species
680           Poe Dameron                       Human    has species
681                   BB8                       Droid    has species
682         Padmé Amidala                       Human    has species
683        Luke Skywalker         Revenge of the Sith      has films
684        Luke Skywalker          Return of the Jedi      has films
685        Luke Skywalker     The Empire Strikes Back      has films
686        Luke Skywalker                  A New Hope      has films
687        Luke Skywalker           The Force Awakens      has films
688                 C-3PO        Attack of the Clones      has films
689                 C-3PO          The Phantom Menace      has films
690                 C-3PO         Revenge of the Sith      has films
691                 C-3PO          Return of the Jedi      has films
692                 C-3PO     The Empire Strikes Back      has films
693                 C-3PO                  A New Hope      has films
694                 R2-D2        Attack of the Clones      has films
695                 R2-D2          The Phantom Menace      has films
696                 R2-D2         Revenge of the Sith      has films
697                 R2-D2          Return of the Jedi      has films
698                 R2-D2     The Empire Strikes Back      has films
699                 R2-D2                  A New Hope      has films
700                 R2-D2           The Force Awakens      has films
701           Darth Vader         Revenge of the Sith      has films
702           Darth Vader          Return of the Jedi      has films
703           Darth Vader     The Empire Strikes Back      has films
704           Darth Vader                  A New Hope      has films
705           Leia Organa         Revenge of the Sith      has films
706           Leia Organa          Return of the Jedi      has films
707           Leia Organa     The Empire Strikes Back      has films
708           Leia Organa                  A New Hope      has films
709           Leia Organa           The Force Awakens      has films
710             Owen Lars        Attack of the Clones      has films
711             Owen Lars         Revenge of the Sith      has films
712             Owen Lars                  A New Hope      has films
713    Beru Whitesun lars        Attack of the Clones      has films
714    Beru Whitesun lars         Revenge of the Sith      has films
715    Beru Whitesun lars                  A New Hope      has films
716                 R5-D4                  A New Hope      has films
717     Biggs Darklighter                  A New Hope      has films
718        Obi-Wan Kenobi        Attack of the Clones      has films
719        Obi-Wan Kenobi          The Phantom Menace      has films
720        Obi-Wan Kenobi         Revenge of the Sith      has films
721        Obi-Wan Kenobi          Return of the Jedi      has films
722        Obi-Wan Kenobi     The Empire Strikes Back      has films
723        Obi-Wan Kenobi                  A New Hope      has films
724      Anakin Skywalker        Attack of the Clones      has films
725      Anakin Skywalker          The Phantom Menace      has films
726      Anakin Skywalker         Revenge of the Sith      has films
727        Wilhuff Tarkin         Revenge of the Sith      has films
728        Wilhuff Tarkin                  A New Hope      has films
729             Chewbacca         Revenge of the Sith      has films
730             Chewbacca          Return of the Jedi      has films
731             Chewbacca     The Empire Strikes Back      has films
732             Chewbacca                  A New Hope      has films
733             Chewbacca           The Force Awakens      has films
734              Han Solo          Return of the Jedi      has films
735              Han Solo     The Empire Strikes Back      has films
736              Han Solo                  A New Hope      has films
737              Han Solo           The Force Awakens      has films
738                Greedo                  A New Hope      has films
739 Jabba Desilijic Tiure          The Phantom Menace      has films
740 Jabba Desilijic Tiure          Return of the Jedi      has films
741 Jabba Desilijic Tiure                  A New Hope      has films
742        Wedge Antilles          Return of the Jedi      has films
743        Wedge Antilles     The Empire Strikes Back      has films
744        Wedge Antilles                  A New Hope      has films
745      Jek Tono Porkins                  A New Hope      has films
746                  Yoda        Attack of the Clones      has films
747                  Yoda          The Phantom Menace      has films
748                  Yoda         Revenge of the Sith      has films
749                  Yoda          Return of the Jedi      has films
750                  Yoda     The Empire Strikes Back      has films
751             Palpatine        Attack of the Clones      has films
752             Palpatine          The Phantom Menace      has films
753             Palpatine         Revenge of the Sith      has films
754             Palpatine          Return of the Jedi      has films
755             Palpatine     The Empire Strikes Back      has films
756             Boba Fett        Attack of the Clones      has films
757             Boba Fett          Return of the Jedi      has films
758             Boba Fett     The Empire Strikes Back      has films
759                 IG-88     The Empire Strikes Back      has films
760                 Bossk     The Empire Strikes Back      has films
761      Lando Calrissian          Return of the Jedi      has films
762      Lando Calrissian     The Empire Strikes Back      has films
763                 Lobot     The Empire Strikes Back      has films
764                Ackbar          Return of the Jedi      has films
765                Ackbar           The Force Awakens      has films
766            Mon Mothma          Return of the Jedi      has films
767          Arvel Crynyd          Return of the Jedi      has films
768 Wicket Systri Warrick          Return of the Jedi      has films
769             Nien Nunb          Return of the Jedi      has films
770          Qui-Gon Jinn          The Phantom Menace      has films
771           Nute Gunray        Attack of the Clones      has films
772           Nute Gunray          The Phantom Menace      has films
773           Nute Gunray         Revenge of the Sith      has films
774         Finis Valorum          The Phantom Menace      has films
775         Jar Jar Binks        Attack of the Clones      has films
776         Jar Jar Binks          The Phantom Menace      has films
777          Roos Tarpals          The Phantom Menace      has films
778            Rugor Nass          The Phantom Menace      has films
779              Ric Olié          The Phantom Menace      has films
780                 Watto        Attack of the Clones      has films
781                 Watto          The Phantom Menace      has films
782               Sebulba          The Phantom Menace      has films
783         Quarsh Panaka          The Phantom Menace      has films
784        Shmi Skywalker        Attack of the Clones      has films
785        Shmi Skywalker          The Phantom Menace      has films
786            Darth Maul          The Phantom Menace      has films
787           Bib Fortuna          Return of the Jedi      has films
788           Ayla Secura        Attack of the Clones      has films
789           Ayla Secura          The Phantom Menace      has films
790           Ayla Secura         Revenge of the Sith      has films
791              Dud Bolt          The Phantom Menace      has films
792               Gasgano          The Phantom Menace      has films
793        Ben Quadinaros          The Phantom Menace      has films
794            Mace Windu        Attack of the Clones      has films
795            Mace Windu          The Phantom Menace      has films
796            Mace Windu         Revenge of the Sith      has films
797          Ki-Adi-Mundi        Attack of the Clones      has films
798          Ki-Adi-Mundi          The Phantom Menace      has films
799          Ki-Adi-Mundi         Revenge of the Sith      has films
800             Kit Fisto        Attack of the Clones      has films
801             Kit Fisto          The Phantom Menace      has films
802             Kit Fisto         Revenge of the Sith      has films
803             Eeth Koth          The Phantom Menace      has films
804             Eeth Koth         Revenge of the Sith      has films
805            Adi Gallia          The Phantom Menace      has films
806            Adi Gallia         Revenge of the Sith      has films
807           Saesee Tiin          The Phantom Menace      has films
808           Saesee Tiin         Revenge of the Sith      has films
809           Yarael Poof          The Phantom Menace      has films
810              Plo Koon        Attack of the Clones      has films
811              Plo Koon          The Phantom Menace      has films
812              Plo Koon         Revenge of the Sith      has films
813            Mas Amedda        Attack of the Clones      has films
814            Mas Amedda          The Phantom Menace      has films
815          Gregar Typho        Attack of the Clones      has films
816                 Cordé        Attack of the Clones      has films
817           Cliegg Lars        Attack of the Clones      has films
818     Poggle the Lesser        Attack of the Clones      has films
819     Poggle the Lesser         Revenge of the Sith      has films
820       Luminara Unduli        Attack of the Clones      has films
821       Luminara Unduli         Revenge of the Sith      has films
822         Barriss Offee        Attack of the Clones      has films
823                 Dormé        Attack of the Clones      has films
824                 Dooku        Attack of the Clones      has films
825                 Dooku         Revenge of the Sith      has films
826   Bail Prestor Organa        Attack of the Clones      has films
827   Bail Prestor Organa         Revenge of the Sith      has films
828            Jango Fett        Attack of the Clones      has films
829            Zam Wesell        Attack of the Clones      has films
830       Dexter Jettster        Attack of the Clones      has films
831               Lama Su        Attack of the Clones      has films
832               Taun We        Attack of the Clones      has films
833            Jocasta Nu        Attack of the Clones      has films
834         Ratts Tyerell          The Phantom Menace      has films
835                R4-P17        Attack of the Clones      has films
836                R4-P17         Revenge of the Sith      has films
837            Wat Tambor        Attack of the Clones      has films
838              San Hill        Attack of the Clones      has films
839              Shaak Ti        Attack of the Clones      has films
840              Shaak Ti         Revenge of the Sith      has films
841              Grievous         Revenge of the Sith      has films
842               Tarfful         Revenge of the Sith      has films
843       Raymus Antilles         Revenge of the Sith      has films
844       Raymus Antilles                  A New Hope      has films
845             Sly Moore        Attack of the Clones      has films
846             Sly Moore         Revenge of the Sith      has films
847            Tion Medon         Revenge of the Sith      has films
848                  Finn           The Force Awakens      has films
849                   Rey           The Force Awakens      has films
850           Poe Dameron           The Force Awakens      has films
851                   BB8           The Force Awakens      has films
852        Captain Phasma           The Force Awakens      has films
853         Padmé Amidala        Attack of the Clones      has films
854         Padmé Amidala          The Phantom Menace      has films
855         Padmé Amidala         Revenge of the Sith      has films
856        Luke Skywalker                 Snowspeeder   has vehicles
857        Luke Skywalker       Imperial Speeder Bike   has vehicles
858           Leia Organa       Imperial Speeder Bike   has vehicles
859        Obi-Wan Kenobi             Tribubble bongo   has vehicles
860      Anakin Skywalker         Zephyr-G swoop bike   has vehicles
861      Anakin Skywalker             XJ-6 airspeeder   has vehicles
862             Chewbacca                       AT-ST   has vehicles
863        Wedge Antilles                 Snowspeeder   has vehicles
864          Qui-Gon Jinn             Tribubble bongo   has vehicles
865            Darth Maul                Sith speeder   has vehicles
866                 Dooku            Flitknot speeder   has vehicles
867            Zam Wesell  Koro-2 Exodrive airspeeder   has vehicles
868              Grievous Tsmeu-6 personal wheel bike   has vehicles
869        Luke Skywalker                      X-wing  has starships
870        Luke Skywalker            Imperial shuttle  has starships
871           Darth Vader             TIE Advanced x1  has starships
872     Biggs Darklighter                      X-wing  has starships
873        Obi-Wan Kenobi            Jedi starfighter  has starships
874        Obi-Wan Kenobi    Trade Federation cruiser  has starships
875        Obi-Wan Kenobi            Naboo star skiff  has starships
876        Obi-Wan Kenobi            Jedi Interceptor  has starships
877        Obi-Wan Kenobi    Belbullab-22 starfighter  has starships
878      Anakin Skywalker    Trade Federation cruiser  has starships
879      Anakin Skywalker            Jedi Interceptor  has starships
880      Anakin Skywalker               Naboo fighter  has starships
881             Chewbacca           Millennium Falcon  has starships
882             Chewbacca            Imperial shuttle  has starships
883              Han Solo           Millennium Falcon  has starships
884              Han Solo            Imperial shuttle  has starships
885        Wedge Antilles                      X-wing  has starships
886      Jek Tono Porkins                      X-wing  has starships
887             Boba Fett                     Slave 1  has starships
888      Lando Calrissian           Millennium Falcon  has starships
889          Arvel Crynyd                      A-wing  has starships
890             Nien Nunb           Millennium Falcon  has starships
891              Ric Olié        Naboo Royal Starship  has starships
892            Darth Maul                    Scimitar  has starships
893              Plo Koon            Jedi starfighter  has starships
894          Gregar Typho               Naboo fighter  has starships
895              Grievous    Belbullab-22 starfighter  has starships
896           Poe Dameron         T-70 X-wing fighter  has starships
897         Padmé Amidala         H-type Nubian yacht  has starships
898         Padmé Amidala            Naboo star skiff  has starships
899         Padmé Amidala               Naboo fighter  has starships

Creating Data Frames from graphs

g %>% as_data_frame('vertices')

                                                   name            type
Luke Skywalker                           Luke Skywalker     a character
C-3PO                                             C-3PO     a character
R2-D2                                             R2-D2     a character
Darth Vader                                 Darth Vader     a character
Leia Organa                                 Leia Organa     a character
Owen Lars                                     Owen Lars     a character
Beru Whitesun lars                   Beru Whitesun lars     a character
R5-D4                                             R5-D4     a character
Biggs Darklighter                     Biggs Darklighter     a character
Obi-Wan Kenobi                           Obi-Wan Kenobi     a character
Anakin Skywalker                       Anakin Skywalker     a character
Wilhuff Tarkin                           Wilhuff Tarkin     a character
Chewbacca                                     Chewbacca     a character
Han Solo                                       Han Solo     a character
Greedo                                           Greedo     a character
Jabba Desilijic Tiure             Jabba Desilijic Tiure     a character
Wedge Antilles                           Wedge Antilles     a character
Jek Tono Porkins                       Jek Tono Porkins     a character
Yoda                                               Yoda     a character
Palpatine                                     Palpatine     a character
Boba Fett                                     Boba Fett     a character
IG-88                                             IG-88     a character
Bossk                                             Bossk     a character
Lando Calrissian                       Lando Calrissian     a character
Lobot                                             Lobot     a character
Ackbar                                           Ackbar     a character
Mon Mothma                                   Mon Mothma     a character
Wicket Systri Warrick             Wicket Systri Warrick     a character
Nien Nunb                                     Nien Nunb     a character
Qui-Gon Jinn                               Qui-Gon Jinn     a character
Nute Gunray                                 Nute Gunray     a character
Finis Valorum                             Finis Valorum     a character
Jar Jar Binks                             Jar Jar Binks     a character
Roos Tarpals                               Roos Tarpals     a character
Rugor Nass                                   Rugor Nass     a character
Ric Olié                                       Ric Olié     a character
Watto                                             Watto     a character
Sebulba                                         Sebulba     a character
Quarsh Panaka                             Quarsh Panaka     a character
Shmi Skywalker                           Shmi Skywalker     a character
Darth Maul                                   Darth Maul     a character
Bib Fortuna                                 Bib Fortuna     a character
Ayla Secura                                 Ayla Secura     a character
Dud Bolt                                       Dud Bolt     a character
Gasgano                                         Gasgano     a character
Ben Quadinaros                           Ben Quadinaros     a character
Mace Windu                                   Mace Windu     a character
Ki-Adi-Mundi                               Ki-Adi-Mundi     a character
Kit Fisto                                     Kit Fisto     a character
Eeth Koth                                     Eeth Koth     a character
Adi Gallia                                   Adi Gallia     a character
Saesee Tiin                                 Saesee Tiin     a character
Yarael Poof                                 Yarael Poof     a character
Plo Koon                                       Plo Koon     a character
Mas Amedda                                   Mas Amedda     a character
Gregar Typho                               Gregar Typho     a character
Cordé                                             Cordé     a character
Cliegg Lars                                 Cliegg Lars     a character
Poggle the Lesser                     Poggle the Lesser     a character
Luminara Unduli                         Luminara Unduli     a character
Barriss Offee                             Barriss Offee     a character
Dormé                                             Dormé     a character
Dooku                                             Dooku     a character
Bail Prestor Organa                 Bail Prestor Organa     a character
Jango Fett                                   Jango Fett     a character
Zam Wesell                                   Zam Wesell     a character
Dexter Jettster                         Dexter Jettster     a character
Lama Su                                         Lama Su     a character
Taun We                                         Taun We     a character
Jocasta Nu                                   Jocasta Nu     a character
Ratts Tyerell                             Ratts Tyerell     a character
R4-P17                                           R4-P17     a character
Wat Tambor                                   Wat Tambor     a character
San Hill                                       San Hill     a character
Shaak Ti                                       Shaak Ti     a character
Grievous                                       Grievous     a character
Tarfful                                         Tarfful     a character
Raymus Antilles                         Raymus Antilles     a character
Sly Moore                                     Sly Moore     a character
Tion Medon                                   Tion Medon     a character
Padmé Amidala                             Padmé Amidala     a character
Arvel Crynyd                               Arvel Crynyd     a character
Finn                                               Finn     a character
Rey                                                 Rey     a character
Poe Dameron                                 Poe Dameron     a character
BB8                                                 BB8     a character
Captain Phasma                           Captain Phasma     a character
172                                                 172 not a character
167                                                 167 not a character
96                                                   96 not a character
202                                                 202 not a character
150                                                 150 not a character
178                                                 178 not a character
165                                                 165 not a character
97                                                   97 not a character
183                                                 183 not a character
182                                                 182 not a character
188                                                 188 not a character
180                                                 180 not a character
228                                                 228 not a character
173                                                 173 not a character
175                                                 175 not a character
170                                                 170 not a character
66                                                   66 not a character
200                                                 200 not a character
190                                                 190 not a character
177                                                 177 not a character
88                                                   88 not a character
160                                                 160 not a character
193                                                 193 not a character
191                                                 191 not a character
196                                                 196 not a character
224                                                 224 not a character
206                                                 206 not a character
137                                                 137 not a character
112                                                 112 not a character
163                                                 163 not a character
94                                                   94 not a character
122                                                 122 not a character
198                                                 198 not a character
171                                                 171 not a character
184                                                 184 not a character
264                                                 264 not a character
185                                                 185 not a character
157                                                 157 not a character
166                                                 166 not a character
168                                                 168 not a character
229                                                 229 not a character
213                                                 213 not a character
79                                                   79 not a character
216                                                 216 not a character
234                                                 234 not a character
77                                                   77 not a character
75                                                   75 not a character
32                                                   32 not a character
136                                                 136 not a character
49                                                   49 not a character
120                                                 120 not a character
84                                                   84 not a character
80                                                   80 not a character
74                                                   74 not a character
1358                                               1358 not a character
110                                                 110 not a character
17                                                   17 not a character
78.2                                               78.2 not a character
140                                                 140 not a character
113                                                 113 not a character
83                                                   83 not a character
20                                                   20 not a character
68                                                   68 not a character
89                                                   89 not a character
90                                                   90 not a character
82                                                   82 not a character
40                                                   40 not a character
55                                                   55 not a character
45                                                   45 not a character
65                                                   65 not a character
87                                                   87 not a character
50                                                   50 not a character
85                                                   85 not a character
56.2                                               56.2 not a character
102                                                 102 not a character
15                                                   15 not a character
48                                                   48 not a character
57                                                   57 not a character
159                                                 159 not a character
blond                                             blond not a character
none                                               none not a character
brown                                             brown not a character
brown, grey                                 brown, grey not a character
black                                             black not a character
auburn, white                             auburn, white not a character
auburn, grey                               auburn, grey not a character
white                                             white not a character
grey                                               grey not a character
auburn                                           auburn not a character
blonde                                           blonde not a character
unknown                                         unknown not a character
fair                                               fair not a character
gold                                               gold not a character
white, blue                                 white, blue not a character
light                                             light not a character
white, red                                   white, red not a character
green                                             green not a character
green-tan, brown                       green-tan, brown not a character
pale                                               pale not a character
metal                                             metal not a character
dark                                               dark not a character
brown mottle                               brown mottle not a character
mottled green                             mottled green not a character
orange                                           orange not a character
blue, grey                                   blue, grey not a character
grey, red                                     grey, red not a character
red                                                 red not a character
blue                                               blue not a character
grey, green, yellow                 grey, green, yellow not a character
yellow                                           yellow not a character
tan                                                 tan not a character
fair, green, yellow                 fair, green, yellow not a character
grey, blue                                   grey, blue not a character
silver, red                                 silver, red not a character
green, grey                                 green, grey not a character
red, blue, white                       red, blue, white not a character
brown, white                               brown, white not a character
blue-gray                                     blue-gray not a character
hazel                                             hazel not a character
pink                                               pink not a character
red, blue                                     red, blue not a character
green, yellow                             green, yellow not a character
19                                                   19 not a character
33                                                   33 not a character
41.9                                               41.9 not a character
52                                                   52 not a character
47                                                   47 not a character
24                                                   24 not a character
64                                                   64 not a character
29                                                   29 not a character
44                                                   44 not a character
600                                                 600 not a character
21                                                   21 not a character
896                                                 896 not a character
31.5                                               31.5 not a character
53                                                   53 not a character
31                                                   31 not a character
37                                                   37 not a character
41                                                   41 not a character
8                                                     8 not a character
92                                                   92 not a character
91                                                   91 not a character
62                                                   62 not a character
72                                                   72 not a character
54                                                   54 not a character
22                                                   22 not a character
58                                                   58 not a character
67                                                   67 not a character
46                                                   46 not a character
male                                               male not a character
female                                           female not a character
hermaphrodite                             hermaphrodite not a character
Tatooine                                       Tatooine not a character
Naboo                                             Naboo not a character
Alderaan                                       Alderaan not a character
Stewjon                                         Stewjon not a character
Eriadu                                           Eriadu not a character
Kashyyyk                                       Kashyyyk not a character
Corellia                                       Corellia not a character
Rodia                                             Rodia not a character
Nal Hutta                                     Nal Hutta not a character
Bestine IV                                   Bestine IV not a character
Kamino                                           Kamino not a character
Trandosha                                     Trandosha not a character
Socorro                                         Socorro not a character
Bespin                                           Bespin not a character
Mon Cala                                       Mon Cala not a character
Chandrila                                     Chandrila not a character
Endor                                             Endor not a character
Sullust                                         Sullust not a character
Cato Neimoidia                           Cato Neimoidia not a character
Coruscant                                     Coruscant not a character
Toydaria                                       Toydaria not a character
Malastare                                     Malastare not a character
Dathomir                                       Dathomir not a character
Ryloth                                           Ryloth not a character
Vulpter                                         Vulpter not a character
Troiken                                         Troiken not a character
Tund                                               Tund not a character
Haruun Kal                                   Haruun Kal not a character
Cerea                                             Cerea not a character
Glee Anselm                                 Glee Anselm not a character
Iridonia                                       Iridonia not a character
Iktotch                                         Iktotch not a character
Quermia                                         Quermia not a character
Dorin                                             Dorin not a character
Champala                                       Champala not a character
Geonosis                                       Geonosis not a character
Mirial                                           Mirial not a character
Serenno                                         Serenno not a character
Concord Dawn                               Concord Dawn not a character
Zolan                                             Zolan not a character
Ojom                                               Ojom not a character
Aleen Minor                                 Aleen Minor not a character
Skako                                             Skako not a character
Muunilinst                                   Muunilinst not a character
Shili                                             Shili not a character
Kalee                                             Kalee not a character
Umbara                                           Umbara not a character
Utapau                                           Utapau not a character
Human                                             Human not a character
Droid                                             Droid not a character
Wookiee                                         Wookiee not a character
Rodian                                           Rodian not a character
Hutt                                               Hutt not a character
Yoda's species                           Yoda's species not a character
Trandoshan                                   Trandoshan not a character
Mon Calamari                               Mon Calamari not a character
Ewok                                               Ewok not a character
Sullustan                                     Sullustan not a character
Neimodian                                     Neimodian not a character
Gungan                                           Gungan not a character
Toydarian                                     Toydarian not a character
Dug                                                 Dug not a character
Zabrak                                           Zabrak not a character
Twi'lek                                         Twi'lek not a character
Vulptereen                                   Vulptereen not a character
Xexto                                             Xexto not a character
Toong                                             Toong not a character
Cerean                                           Cerean not a character
Nautolan                                       Nautolan not a character
Tholothian                                   Tholothian not a character
Iktotchi                                       Iktotchi not a character
Quermian                                       Quermian not a character
Kel Dor                                         Kel Dor not a character
Chagrian                                       Chagrian not a character
Geonosian                                     Geonosian not a character
Mirialan                                       Mirialan not a character
Clawdite                                       Clawdite not a character
Besalisk                                       Besalisk not a character
Kaminoan                                       Kaminoan not a character
Aleena                                           Aleena not a character
Skakoan                                         Skakoan not a character
Muun                                               Muun not a character
Togruta                                         Togruta not a character
Kaleesh                                         Kaleesh not a character
Pau'an                                           Pau'an not a character
Revenge of the Sith                 Revenge of the Sith not a character
Return of the Jedi                   Return of the Jedi not a character
The Empire Strikes Back         The Empire Strikes Back not a character
A New Hope                                   A New Hope not a character
The Force Awakens                     The Force Awakens not a character
Attack of the Clones               Attack of the Clones not a character
The Phantom Menace                   The Phantom Menace not a character
Snowspeeder                                 Snowspeeder not a character
Imperial Speeder Bike             Imperial Speeder Bike not a character
Tribubble bongo                         Tribubble bongo not a character
Zephyr-G swoop bike                 Zephyr-G swoop bike not a character
XJ-6 airspeeder                         XJ-6 airspeeder not a character
AT-ST                                             AT-ST not a character
Sith speeder                               Sith speeder not a character
Flitknot speeder                       Flitknot speeder not a character
Koro-2 Exodrive airspeeder   Koro-2 Exodrive airspeeder not a character
Tsmeu-6 personal wheel bike Tsmeu-6 personal wheel bike not a character
X-wing                                           X-wing not a character
Imperial shuttle                       Imperial shuttle not a character
TIE Advanced x1                         TIE Advanced x1 not a character
Jedi starfighter                       Jedi starfighter not a character
Trade Federation cruiser       Trade Federation cruiser not a character
Naboo star skiff                       Naboo star skiff not a character
Jedi Interceptor                       Jedi Interceptor not a character
Belbullab-22 starfighter       Belbullab-22 starfighter not a character
Naboo fighter                             Naboo fighter not a character
Millennium Falcon                     Millennium Falcon not a character
Slave 1                                         Slave 1 not a character
A-wing                                           A-wing not a character
Naboo Royal Starship               Naboo Royal Starship not a character
Scimitar                                       Scimitar not a character
T-70 X-wing fighter                 T-70 X-wing fighter not a character
H-type Nubian yacht                 H-type Nubian yacht not a character

Exploring Graphs with igraph

  1. What’s a Graph?
  2. Practical Applications: Recommendations
  3. Measuring Impact/Importance
  4. Practical Applications: Keyphrases
  5. Code: Creating a Graph
  6. Code: Exploring a Graph

Searching Vertices: V(g) is just a vector

V(g)[name == "Luke Skywalker"]

+ 1/357 vertex, named, from 84e372f:
[1] Luke Skywalker

V(g)[[type == 'a character']]

+ 87/357 vertices, named, from 84e372f:
                    name        type
1         Luke Skywalker a character
2                  C-3PO a character
3                  R2-D2 a character
4            Darth Vader a character
5            Leia Organa a character
6              Owen Lars a character
7     Beru Whitesun lars a character
8                  R5-D4 a character
9      Biggs Darklighter a character
10        Obi-Wan Kenobi a character
11      Anakin Skywalker a character
12        Wilhuff Tarkin a character
13             Chewbacca a character
14              Han Solo a character
15                Greedo a character
16 Jabba Desilijic Tiure a character
17        Wedge Antilles a character
18      Jek Tono Porkins a character
19                  Yoda a character
20             Palpatine a character
21             Boba Fett a character
22                 IG-88 a character
23                 Bossk a character
24      Lando Calrissian a character
25                 Lobot a character
26                Ackbar a character
27            Mon Mothma a character
28 Wicket Systri Warrick a character
29             Nien Nunb a character
30          Qui-Gon Jinn a character
31           Nute Gunray a character
32         Finis Valorum a character
33         Jar Jar Binks a character
34          Roos Tarpals a character
35            Rugor Nass a character
36              Ric Olié a character
37                 Watto a character
38               Sebulba a character
39         Quarsh Panaka a character
40        Shmi Skywalker a character
41            Darth Maul a character
42           Bib Fortuna a character
43           Ayla Secura a character
44              Dud Bolt a character
45               Gasgano a character
46        Ben Quadinaros a character
47            Mace Windu a character
48          Ki-Adi-Mundi a character
49             Kit Fisto a character
50             Eeth Koth a character
51            Adi Gallia a character
52           Saesee Tiin a character
53           Yarael Poof a character
54              Plo Koon a character
55            Mas Amedda a character
56          Gregar Typho a character
57                 Cordé a character
58           Cliegg Lars a character
59     Poggle the Lesser a character
60       Luminara Unduli a character
61         Barriss Offee a character
62                 Dormé a character
63                 Dooku a character
64   Bail Prestor Organa a character
65            Jango Fett a character
66            Zam Wesell a character
67       Dexter Jettster a character
68               Lama Su a character
69               Taun We a character
70            Jocasta Nu a character
71         Ratts Tyerell a character
72                R4-P17 a character
73            Wat Tambor a character
74              San Hill a character
75              Shaak Ti a character
76              Grievous a character
77               Tarfful a character
78       Raymus Antilles a character
79             Sly Moore a character
80            Tion Medon a character
81         Padmé Amidala a character
82          Arvel Crynyd a character
83                  Finn a character
84                   Rey a character
85           Poe Dameron a character
86                   BB8 a character
87        Captain Phasma a character

Searching Edges: E(g) is just a vector

E(g)[type == 'has films']

+ 173/899 edges from 84e372f (vertex names):
 [1] Luke Skywalker->Revenge of the Sith    
 [2] Luke Skywalker->Return of the Jedi     
 [3] Luke Skywalker->The Empire Strikes Back
 [4] Luke Skywalker->A New Hope             
 [5] Luke Skywalker->The Force Awakens      
 [6] C-3PO         ->Attack of the Clones   
 [7] C-3PO         ->The Phantom Menace     
 [8] C-3PO         ->Revenge of the Sith    
 [9] C-3PO         ->Return of the Jedi     
[10] C-3PO         ->The Empire Strikes Back
+ ... omitted several edges

E(g)[['Luke Skywalker' %--% V(g)]]

+ 18/899 edges from 84e372f (vertex names):
              tail                    head tid hid           type
1   Luke Skywalker                     172   1  88     has height
82  Luke Skywalker                      77   1 133       has mass
141 Luke Skywalker                   blond   1 167 has hair_color
223 Luke Skywalker                    fair   1 179 has skin_color
310 Luke Skywalker                    blue   1 195  has eye_color
397 Luke Skywalker                      19   1 210 has birth_year
440 Luke Skywalker                    male   1 237     has gender
524 Luke Skywalker                Tatooine   1 240  has homeworld
601 Luke Skywalker                   Human   1 288    has species
683 Luke Skywalker     Revenge of the Sith   1 325      has films
684 Luke Skywalker      Return of the Jedi   1 326      has films
685 Luke Skywalker The Empire Strikes Back   1 327      has films
686 Luke Skywalker              A New Hope   1 328      has films
687 Luke Skywalker       The Force Awakens   1 329      has films
856 Luke Skywalker             Snowspeeder   1 332   has vehicles
857 Luke Skywalker   Imperial Speeder Bike   1 333   has vehicles
869 Luke Skywalker                  X-wing   1 342  has starships
870 Luke Skywalker        Imperial shuttle   1 343  has starships

Accessing Nodes from E(g)

#edge is leaving from
tail_of(g, E(g))

+ 899/357 vertices, named, from 84e372f:
  [1] Luke Skywalker        C-3PO                 R2-D2                
  [4] Darth Vader           Leia Organa           Owen Lars            
  [7] Beru Whitesun lars    R5-D4                 Biggs Darklighter    
 [10] Obi-Wan Kenobi        Anakin Skywalker      Wilhuff Tarkin       
 [13] Chewbacca             Han Solo              Greedo               
 [16] Jabba Desilijic Tiure Wedge Antilles        Jek Tono Porkins     
 [19] Yoda                  Palpatine             Boba Fett            
 [22] IG-88                 Bossk                 Lando Calrissian     
 [25] Lobot                 Ackbar                Mon Mothma           
 [28] Wicket Systri Warrick Nien Nunb             Qui-Gon Jinn         
+ ... omitted several vertices

#edge points to
head_of(g, E(g))

+ 899/357 vertices, named, from 84e372f:
  [1] 172                         167                        
  [3] 96                          202                        
  [5] 150                         178                        
  [7] 165                         97                         
  [9] 183                         182                        
 [11] 188                         180                        
 [13] 228                         180                        
 [15] 173                         175                        
 [17] 170                         180                        
 [19] 66                          170                        
+ ... omitted several vertices

Filter Graphs: - and !

#Get rid of all edges NOT connected to LUKE SKYWALKER
g - E(g)[!'Luke Skywalker' %--% V(g)]

IGRAPH 12579b4 DN-B 357 18 -- 
+ attr: name (v/c), type (v/c), type (e/c)
+ edges from 12579b4 (vertex names):
 [1] Luke Skywalker->172                    
 [2] Luke Skywalker->77                     
 [3] Luke Skywalker->blond                  
 [4] Luke Skywalker->fair                   
 [5] Luke Skywalker->blue                   
 [6] Luke Skywalker->19                     
 [7] Luke Skywalker->male                   
 [8] Luke Skywalker->Tatooine               
+ ... omitted several edges

Chain Filters: %>%, {}, and .

g %>%
  #get rid of all edges that DON'T have the type 'has films'
  {. - E(.)[type != 'has films']} %>%
  #get rid of all edges that are NOT connected FROM a SKYWALKER
  {. - E(.)[V(.)[!str_detect(name, 'Skywalker')] %->% V(.)]} %>%
  #get rid of all vertices that are NOT connected to other nodes
  #getting rid of the edges does not get rid of the nodes
  {. - V(.)[degree(.) == 0]}

IGRAPH a08f773 DN-B 10 10 -- 
+ attr: name (v/c), type (v/c), type (e/c)
+ edges from a08f773 (vertex names):
 [1] Luke Skywalker  ->Revenge of the Sith    
 [2] Luke Skywalker  ->Return of the Jedi     
 [3] Luke Skywalker  ->The Empire Strikes Back
 [4] Luke Skywalker  ->A New Hope             
 [5] Luke Skywalker  ->The Force Awakens      
 [6] Anakin Skywalker->Attack of the Clones   
 [7] Anakin Skywalker->The Phantom Menace     
 [8] Anakin Skywalker->Revenge of the Sith    
+ ... omitted several edges

Projections

movieCharProj <- g %>%
  {. - E(.)[type != 'has films']} %>%
  {. - V(.)[degree(.) == 0]} %>%
  #type has to be a boolean for projections to work
  {
    V(.)$type <- V(.)$type == 'a character'
    .
  } %>%
  bipartite_projection()

movieCharProj

$proj1
IGRAPH 9ad681c UNW- 7 21 -- 
+ attr: name (v/c), weight (e/n)
+ edges from 9ad681c (vertex names):
 [1] Revenge of the Sith--Return of the Jedi     
 [2] Revenge of the Sith--The Empire Strikes Back
 [3] Revenge of the Sith--A New Hope             
 [4] Revenge of the Sith--The Force Awakens      
 [5] Revenge of the Sith--Attack of the Clones   
 [6] Revenge of the Sith--The Phantom Menace     
 [7] Return of the Jedi --The Empire Strikes Back
 [8] Return of the Jedi --A New Hope             
+ ... omitted several edges

$proj2
IGRAPH 4f2a200 UNW- 87 1793 -- 
+ attr: name (v/c), weight (e/n)
+ edges from 4f2a200 (vertex names):
 [1] Luke Skywalker--C-3PO              Luke Skywalker--R2-D2             
 [3] Luke Skywalker--Darth Vader        Luke Skywalker--Leia Organa       
 [5] Luke Skywalker--Owen Lars          Luke Skywalker--Beru Whitesun lars
 [7] Luke Skywalker--Obi-Wan Kenobi     Luke Skywalker--Anakin Skywalker  
 [9] Luke Skywalker--Wilhuff Tarkin     Luke Skywalker--Chewbacca         
[11] Luke Skywalker--Yoda               Luke Skywalker--Palpatine         
[13] Luke Skywalker--Nute Gunray        Luke Skywalker--Ayla Secura       
[15] Luke Skywalker--Mace Windu         Luke Skywalker--Ki-Adi-Mundi      
+ ... omitted several edges

Projections

plot of chunk unnamed-chunk-64

Projections: All Character Connections

plot of chunk unnamed-chunk-65

Untangle the hairball

movieCharProj[[2]] %>%
  {E(.)$weight} %>%
  summary

   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   1.00    1.00    1.00    1.35    1.00    6.00

Untangle the hairball

movieCharProj[[2]] %>%
  {. - E(.)[weight < 3]} %>%
  {. - V(.)[degree(.) == 0]}

IGRAPH 2e15ee9 UNW- 23 134 -- 
+ attr: name (v/c), weight (e/n)
+ edges from 2e15ee9 (vertex names):
 [1] Luke Skywalker--C-3PO              Luke Skywalker--R2-D2             
 [3] Luke Skywalker--Darth Vader        Luke Skywalker--Leia Organa       
 [5] Luke Skywalker--Obi-Wan Kenobi     Luke Skywalker--Chewbacca         
 [7] Luke Skywalker--Yoda               Luke Skywalker--Palpatine         
 [9] Luke Skywalker--Han Solo           Luke Skywalker--Wedge Antilles    
[11] C-3PO         --R2-D2              C-3PO         --Darth Vader       
[13] C-3PO         --Leia Organa        C-3PO         --Owen Lars         
[15] C-3PO         --Beru Whitesun lars C-3PO         --Obi-Wan Kenobi    
+ ... omitted several edges

Untangle the hairball

plot of chunk unnamed-chunk-68

Untangle the hairball: PageRank

plot of chunk unnamed-chunk-69

Changing the data changes the network

anakinIsLukesFather <- g %>%
  as_data_frame('both') %>%
  {
    .[[1]] <- .[[1]] %>% filter(name != 'Darth Vader')
    .[[2]] <- .[[2]] %>% mutate(from = sapply(from, function(x){ifelse(x == 'Darth Vader', 'Anakin Skywalker', x)})) %>% distinct
    .
  } %>%
  {graph_from_data_frame(.[[2]], T, .[[1]])} %>%
  {. - E(.)[type != 'has films']} %>%
  {. - V(.)[degree(.) == 0]} %>%
  {
    V(.)$type <- V(.)$type == 'a character'
    .
  } %>%
  bipartite_projection() %>%
  .[[2]] %>%
  {. - E(.)[weight < 3]} %>%
  {. - V(.)[degree(.) == 0]}

Changing the data changes the network

plot of chunk unnamed-chunk-71

Changing the network changes the PageRank

plot of chunk unnamed-chunk-72

Assigning Data to Vertices

V(anakinIsLukesFather)$degree <- degree(anakinIsLukesFather)

E(anakinIsLukesFather)[[]]

+ 133/133 edges from a1d39b6 (vertex names):
                  tail                  head tid hid weight
1       Luke Skywalker                 C-3PO   1   2      4
2       Luke Skywalker                 R2-D2   1   3      5
3       Luke Skywalker           Leia Organa   1   4      5
4       Luke Skywalker        Obi-Wan Kenobi   1   7      4
5       Luke Skywalker      Anakin Skywalker   1   8      4
6       Luke Skywalker             Chewbacca   1   9      5
7       Luke Skywalker                  Yoda   1  13      3
8       Luke Skywalker             Palpatine   1  14      3
9       Luke Skywalker              Han Solo   1  10      4
10      Luke Skywalker        Wedge Antilles   1  12      3
11               C-3PO                 R2-D2   2   3      6
12               C-3PO           Leia Organa   2   4      4
13               C-3PO             Owen Lars   2   5      3
14               C-3PO    Beru Whitesun lars   2   6      3
15               C-3PO        Obi-Wan Kenobi   2   7      6
16               C-3PO      Anakin Skywalker   2   8      6
17               C-3PO             Chewbacca   2   9      4
18               C-3PO                  Yoda   2  13      5
19               C-3PO             Palpatine   2  14      5
20               C-3PO           Nute Gunray   2  16      3
21               C-3PO           Ayla Secura   2  17      3
22               C-3PO            Mace Windu   2  18      3
23               C-3PO          Ki-Adi-Mundi   2  19      3
24               C-3PO             Kit Fisto   2  20      3
25               C-3PO              Plo Koon   2  21      3
26               C-3PO         Padmé Amidala   2  22      3
27               C-3PO              Han Solo   2  10      3
28               C-3PO Jabba Desilijic Tiure   2  11      3
29               C-3PO        Wedge Antilles   2  12      3
30               C-3PO             Boba Fett   2  15      3
31               R2-D2           Leia Organa   3   4      5
32               R2-D2             Owen Lars   3   5      3
33               R2-D2    Beru Whitesun lars   3   6      3
34               R2-D2        Obi-Wan Kenobi   3   7      6
35               R2-D2      Anakin Skywalker   3   8      6
36               R2-D2             Chewbacca   3   9      5
37               R2-D2                  Yoda   3  13      5
38               R2-D2             Palpatine   3  14      5
39               R2-D2           Nute Gunray   3  16      3
40               R2-D2           Ayla Secura   3  17      3
41               R2-D2            Mace Windu   3  18      3
42               R2-D2          Ki-Adi-Mundi   3  19      3
43               R2-D2             Kit Fisto   3  20      3
44               R2-D2              Plo Koon   3  21      3
45               R2-D2         Padmé Amidala   3  22      3
46               R2-D2              Han Solo   3  10      4
47               R2-D2 Jabba Desilijic Tiure   3  11      3
48               R2-D2        Wedge Antilles   3  12      3
49               R2-D2             Boba Fett   3  15      3
50         Leia Organa        Obi-Wan Kenobi   4   7      4
51         Leia Organa      Anakin Skywalker   4   8      4
52         Leia Organa             Chewbacca   4   9      5
53         Leia Organa                  Yoda   4  13      3
54         Leia Organa             Palpatine   4  14      3
55         Leia Organa              Han Solo   4  10      4
56         Leia Organa        Wedge Antilles   4  12      3
57           Owen Lars    Beru Whitesun lars   5   6      3
58           Owen Lars        Obi-Wan Kenobi   5   7      3
59           Owen Lars      Anakin Skywalker   5   8      3
60  Beru Whitesun lars        Obi-Wan Kenobi   6   7      3
61  Beru Whitesun lars      Anakin Skywalker   6   8      3
62      Obi-Wan Kenobi      Anakin Skywalker   7   8      6
63      Obi-Wan Kenobi             Chewbacca   7   9      4
64      Obi-Wan Kenobi                  Yoda   7  13      5
65      Obi-Wan Kenobi             Palpatine   7  14      5
66      Obi-Wan Kenobi           Nute Gunray   7  16      3
67      Obi-Wan Kenobi           Ayla Secura   7  17      3
68      Obi-Wan Kenobi            Mace Windu   7  18      3
69      Obi-Wan Kenobi          Ki-Adi-Mundi   7  19      3
70      Obi-Wan Kenobi             Kit Fisto   7  20      3
71      Obi-Wan Kenobi              Plo Koon   7  21      3
72      Obi-Wan Kenobi         Padmé Amidala   7  22      3
73      Obi-Wan Kenobi              Han Solo   7  10      3
74      Obi-Wan Kenobi Jabba Desilijic Tiure   7  11      3
75      Obi-Wan Kenobi        Wedge Antilles   7  12      3
76      Obi-Wan Kenobi             Boba Fett   7  15      3
77    Anakin Skywalker             Chewbacca   8   9      4
78    Anakin Skywalker                  Yoda   8  13      5
79    Anakin Skywalker             Palpatine   8  14      5
80    Anakin Skywalker           Nute Gunray   8  16      3
81    Anakin Skywalker           Ayla Secura   8  17      3
82    Anakin Skywalker            Mace Windu   8  18      3
83    Anakin Skywalker          Ki-Adi-Mundi   8  19      3
84    Anakin Skywalker             Kit Fisto   8  20      3
85    Anakin Skywalker              Plo Koon   8  21      3
86    Anakin Skywalker         Padmé Amidala   8  22      3
87    Anakin Skywalker              Han Solo   8  10      3
88    Anakin Skywalker Jabba Desilijic Tiure   8  11      3
89    Anakin Skywalker        Wedge Antilles   8  12      3
90    Anakin Skywalker             Boba Fett   8  15      3
91           Chewbacca                  Yoda   9  13      3
92           Chewbacca             Palpatine   9  14      3
93           Chewbacca              Han Solo   9  10      4
94           Chewbacca        Wedge Antilles   9  12      3
95            Han Solo        Wedge Antilles  10  12      3
96                Yoda             Palpatine  13  14      5
97                Yoda           Nute Gunray  13  16      3
98                Yoda           Ayla Secura  13  17      3
99                Yoda            Mace Windu  13  18      3
100               Yoda          Ki-Adi-Mundi  13  19      3
101               Yoda             Kit Fisto  13  20      3
102               Yoda              Plo Koon  13  21      3
103               Yoda         Padmé Amidala  13  22      3
104               Yoda             Boba Fett  13  15      3
105          Palpatine           Nute Gunray  14  16      3
106          Palpatine           Ayla Secura  14  17      3
107          Palpatine            Mace Windu  14  18      3
108          Palpatine          Ki-Adi-Mundi  14  19      3
109          Palpatine             Kit Fisto  14  20      3
110          Palpatine              Plo Koon  14  21      3
111          Palpatine         Padmé Amidala  14  22      3
112          Palpatine             Boba Fett  14  15      3
113        Nute Gunray           Ayla Secura  16  17      3
114        Nute Gunray            Mace Windu  16  18      3
115        Nute Gunray          Ki-Adi-Mundi  16  19      3
116        Nute Gunray             Kit Fisto  16  20      3
117        Nute Gunray              Plo Koon  16  21      3
118        Nute Gunray         Padmé Amidala  16  22      3
119        Ayla Secura            Mace Windu  17  18      3
120        Ayla Secura          Ki-Adi-Mundi  17  19      3
121        Ayla Secura             Kit Fisto  17  20      3
122        Ayla Secura              Plo Koon  17  21      3
123        Ayla Secura         Padmé Amidala  17  22      3
124         Mace Windu          Ki-Adi-Mundi  18  19      3
125         Mace Windu             Kit Fisto  18  20      3
126         Mace Windu              Plo Koon  18  21      3
127         Mace Windu         Padmé Amidala  18  22      3
128       Ki-Adi-Mundi             Kit Fisto  19  20      3
129       Ki-Adi-Mundi              Plo Koon  19  21      3
130       Ki-Adi-Mundi         Padmé Amidala  19  22      3
131          Kit Fisto              Plo Koon  20  21      3
132          Kit Fisto         Padmé Amidala  20  22      3
133           Plo Koon         Padmé Amidala  21  22      3

Assigning Data to Edges

E(anakinIsLukesFather)$tailPercMovies <- anakinIsLukesFather %>%
  {E(.)$weight/tail_of(., E(.))$degree}

E(anakinIsLukesFather)$headPercMovies <- anakinIsLukesFather %>%
  {E(.)$weight/head_of(., E(.))$degree}

anakinIsLukesFather %>%
  as_data_frame('edges') %>%
  knitr::kable()
from to weight tailPercMovies headPercMovies
Luke Skywalker C-3PO 4 0.4000000 0.1904762
Luke Skywalker R2-D2 5 0.5000000 0.2380952
Luke Skywalker Leia Organa 5 0.5000000 0.5000000
Luke Skywalker Obi-Wan Kenobi 4 0.4000000 0.1904762
Luke Skywalker Anakin Skywalker 4 0.4000000 0.1904762
Luke Skywalker Chewbacca 5 0.5000000 0.5000000
Luke Skywalker Yoda 3 0.3000000 0.1875000
Luke Skywalker Palpatine 3 0.3000000 0.1875000
Luke Skywalker Han Solo 4 0.4000000 0.5000000
Luke Skywalker Wedge Antilles 3 0.3000000 0.3750000
C-3PO R2-D2 6 0.2857143 0.2857143
C-3PO Leia Organa 4 0.1904762 0.4000000
C-3PO Owen Lars 3 0.1428571 0.6000000
C-3PO Beru Whitesun lars 3 0.1428571 0.6000000
C-3PO Obi-Wan Kenobi 6 0.2857143 0.2857143
C-3PO Anakin Skywalker 6 0.2857143 0.2857143
C-3PO Chewbacca 4 0.1904762 0.4000000
C-3PO Yoda 5 0.2380952 0.3125000
C-3PO Palpatine 5 0.2380952 0.3125000
C-3PO Nute Gunray 3 0.1428571 0.2500000
C-3PO Ayla Secura 3 0.1428571 0.2500000
C-3PO Mace Windu 3 0.1428571 0.2500000
C-3PO Ki-Adi-Mundi 3 0.1428571 0.2500000
C-3PO Kit Fisto 3 0.1428571 0.2500000
C-3PO Plo Koon 3 0.1428571 0.2500000
C-3PO Padmé Amidala 3 0.1428571 0.2500000
C-3PO Han Solo 3 0.1428571 0.3750000
C-3PO Jabba Desilijic Tiure 3 0.1428571 0.7500000
C-3PO Wedge Antilles 3 0.1428571 0.3750000
C-3PO Boba Fett 3 0.1428571 0.5000000
R2-D2 Leia Organa 5 0.2380952 0.5000000
R2-D2 Owen Lars 3 0.1428571 0.6000000
R2-D2 Beru Whitesun lars 3 0.1428571 0.6000000
R2-D2 Obi-Wan Kenobi 6 0.2857143 0.2857143
R2-D2 Anakin Skywalker 6 0.2857143 0.2857143
R2-D2 Chewbacca 5 0.2380952 0.5000000
R2-D2 Yoda 5 0.2380952 0.3125000
R2-D2 Palpatine 5 0.2380952 0.3125000
R2-D2 Nute Gunray 3 0.1428571 0.2500000
R2-D2 Ayla Secura 3 0.1428571 0.2500000
R2-D2 Mace Windu 3 0.1428571 0.2500000
R2-D2 Ki-Adi-Mundi 3 0.1428571 0.2500000
R2-D2 Kit Fisto 3 0.1428571 0.2500000
R2-D2 Plo Koon 3 0.1428571 0.2500000
R2-D2 Padmé Amidala 3 0.1428571 0.2500000
R2-D2 Han Solo 4 0.1904762 0.5000000
R2-D2 Jabba Desilijic Tiure 3 0.1428571 0.7500000
R2-D2 Wedge Antilles 3 0.1428571 0.3750000
R2-D2 Boba Fett 3 0.1428571 0.5000000
Leia Organa Obi-Wan Kenobi 4 0.4000000 0.1904762
Leia Organa Anakin Skywalker 4 0.4000000 0.1904762
Leia Organa Chewbacca 5 0.5000000 0.5000000
Leia Organa Yoda 3 0.3000000 0.1875000
Leia Organa Palpatine 3 0.3000000 0.1875000
Leia Organa Han Solo 4 0.4000000 0.5000000
Leia Organa Wedge Antilles 3 0.3000000 0.3750000
Owen Lars Beru Whitesun lars 3 0.6000000 0.6000000
Owen Lars Obi-Wan Kenobi 3 0.6000000 0.1428571
Owen Lars Anakin Skywalker 3 0.6000000 0.1428571
Beru Whitesun lars Obi-Wan Kenobi 3 0.6000000 0.1428571
Beru Whitesun lars Anakin Skywalker 3 0.6000000 0.1428571
Obi-Wan Kenobi Anakin Skywalker 6 0.2857143 0.2857143
Obi-Wan Kenobi Chewbacca 4 0.1904762 0.4000000
Obi-Wan Kenobi Yoda 5 0.2380952 0.3125000
Obi-Wan Kenobi Palpatine 5 0.2380952 0.3125000
Obi-Wan Kenobi Nute Gunray 3 0.1428571 0.2500000
Obi-Wan Kenobi Ayla Secura 3 0.1428571 0.2500000
Obi-Wan Kenobi Mace Windu 3 0.1428571 0.2500000
Obi-Wan Kenobi Ki-Adi-Mundi 3 0.1428571 0.2500000
Obi-Wan Kenobi Kit Fisto 3 0.1428571 0.2500000
Obi-Wan Kenobi Plo Koon 3 0.1428571 0.2500000
Obi-Wan Kenobi Padmé Amidala 3 0.1428571 0.2500000
Obi-Wan Kenobi Han Solo 3 0.1428571 0.3750000
Obi-Wan Kenobi Jabba Desilijic Tiure 3 0.1428571 0.7500000
Obi-Wan Kenobi Wedge Antilles 3 0.1428571 0.3750000
Obi-Wan Kenobi Boba Fett 3 0.1428571 0.5000000
Anakin Skywalker Chewbacca 4 0.1904762 0.4000000
Anakin Skywalker Yoda 5 0.2380952 0.3125000
Anakin Skywalker Palpatine 5 0.2380952 0.3125000
Anakin Skywalker Nute Gunray 3 0.1428571 0.2500000
Anakin Skywalker Ayla Secura 3 0.1428571 0.2500000
Anakin Skywalker Mace Windu 3 0.1428571 0.2500000
Anakin Skywalker Ki-Adi-Mundi 3 0.1428571 0.2500000
Anakin Skywalker Kit Fisto 3 0.1428571 0.2500000
Anakin Skywalker Plo Koon 3 0.1428571 0.2500000
Anakin Skywalker Padmé Amidala 3 0.1428571 0.2500000
Anakin Skywalker Han Solo 3 0.1428571 0.3750000
Anakin Skywalker Jabba Desilijic Tiure 3 0.1428571 0.7500000
Anakin Skywalker Wedge Antilles 3 0.1428571 0.3750000
Anakin Skywalker Boba Fett 3 0.1428571 0.5000000
Chewbacca Yoda 3 0.3000000 0.1875000
Chewbacca Palpatine 3 0.3000000 0.1875000
Chewbacca Han Solo 4 0.4000000 0.5000000
Chewbacca Wedge Antilles 3 0.3000000 0.3750000
Han Solo Wedge Antilles 3 0.3750000 0.3750000
Yoda Palpatine 5 0.3125000 0.3125000
Yoda Nute Gunray 3 0.1875000 0.2500000
Yoda Ayla Secura 3 0.1875000 0.2500000
Yoda Mace Windu 3 0.1875000 0.2500000
Yoda Ki-Adi-Mundi 3 0.1875000 0.2500000
Yoda Kit Fisto 3 0.1875000 0.2500000
Yoda Plo Koon 3 0.1875000 0.2500000
Yoda Padmé Amidala 3 0.1875000 0.2500000
Yoda Boba Fett 3 0.1875000 0.5000000
Palpatine Nute Gunray 3 0.1875000 0.2500000
Palpatine Ayla Secura 3 0.1875000 0.2500000
Palpatine Mace Windu 3 0.1875000 0.2500000
Palpatine Ki-Adi-Mundi 3 0.1875000 0.2500000
Palpatine Kit Fisto 3 0.1875000 0.2500000
Palpatine Plo Koon 3 0.1875000 0.2500000
Palpatine Padmé Amidala 3 0.1875000 0.2500000
Palpatine Boba Fett 3 0.1875000 0.5000000
Nute Gunray Ayla Secura 3 0.2500000 0.2500000
Nute Gunray Mace Windu 3 0.2500000 0.2500000
Nute Gunray Ki-Adi-Mundi 3 0.2500000 0.2500000
Nute Gunray Kit Fisto 3 0.2500000 0.2500000
Nute Gunray Plo Koon 3 0.2500000 0.2500000
Nute Gunray Padmé Amidala 3 0.2500000 0.2500000
Ayla Secura Mace Windu 3 0.2500000 0.2500000
Ayla Secura Ki-Adi-Mundi 3 0.2500000 0.2500000
Ayla Secura Kit Fisto 3 0.2500000 0.2500000
Ayla Secura Plo Koon 3 0.2500000 0.2500000
Ayla Secura Padmé Amidala 3 0.2500000 0.2500000
Mace Windu Ki-Adi-Mundi 3 0.2500000 0.2500000
Mace Windu Kit Fisto 3 0.2500000 0.2500000
Mace Windu Plo Koon 3 0.2500000 0.2500000
Mace Windu Padmé Amidala 3 0.2500000 0.2500000
Ki-Adi-Mundi Kit Fisto 3 0.2500000 0.2500000
Ki-Adi-Mundi Plo Koon 3 0.2500000 0.2500000
Ki-Adi-Mundi Padmé Amidala 3 0.2500000 0.2500000
Kit Fisto Plo Koon 3 0.2500000 0.2500000
Kit Fisto Padmé Amidala 3 0.2500000 0.2500000
Plo Koon Padmé Amidala 3 0.2500000 0.2500000

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